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Keyword

algorithmic fairness

Description: A field of artificial intelligence research concerned with evaluating and reducing unjust or discriminatory outcomes produced by algorithms.
Wikidata ID: wiki/Q135661319
OpenAlex ID: keywords/algorithmic-fairness
College Admissions and the Stability of Marriage
1962 · D. Gale, L. S. Shapley · American Mathematical Monthly · 5,974
A Survey on Bias and Fairness in Machine Learning
2021 · Ninareh Mehrabi, Fred Morstatter, et al. · ACM Computing Surveys · 5,774
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Gender Shades: Intersectional Accuracy Disparities in Commercial Gender Classification
2018 · Joy Buolamwini, Timnit Gebru · 3,509
Fairness through awareness
2012 · Cynthia Dwork, Moritz Hardt, et al. · 3,492
Towards A Rigorous Science of Interpretable Machine Learning
2017 · Doshi-Velez, Finale, Kim, Been · arXiv (Cornell University) · 3,113
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Key challenges for delivering clinical impact with artificial intelligence
2019 · Christopher J. Kelly, Alan Karthikesalingam, et al. · BMC Medicine · 3,074
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Algorithms of Oppression
2018 · Safiya Umoja Noble · NYU Press eBooks · 2,708
Model Cards for Model Reporting
2019 · Margaret Mitchell, Simone Wu, et al. · 2,612
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Equality of Opportunity in Supervised Learning
2016 · Hardt, Moritz, Price, Eric, et al. · arXiv (Cornell University) · 2,533
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Explaining Explanations: An Overview of Interpretability of Machine Learning
2018 · Leilani H. Gilpin, David Bau, et al. · IEEE International Conference on Data Science and Advanced Analytics (DSAA) · 2,503
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Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments
2017 · Alexandra Chouldechova · Big Data · 2,147
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European Union Regulations on Algorithmic Decision Making and a “Right to Explanation”
2017 · Bryce Goodman, Seth Flaxman · AI Magazine · 2,128
Certifying and Removing Disparate Impact
2015 · Michael Feldman, Sorelle A. Friedler, et al. · ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD) · 1,824
Hidden in Plain Sight — Reconsidering the Use of Race Correction in Clinical Algorithms
2020 · Darshali A. Vyas, Leo G. Eisenstein, et al. · New England Journal of Medicine · 1,724
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Fairness and Abstraction in Sociotechnical Systems
2019 · Andrew D. Selbst, Danah Boyd, et al. · 1,604
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Artificial Intelligence in Human Resources Management: Challenges and a Path Forward
2019 · Prasanna Tambe, Peter Cappelli, et al. · California Management Review · 1,559
Mitigating Unwanted Biases with Adversarial Learning
2018 · Brian Hu Zhang, Blake Lemoine, et al. · Proceedings of the AAAI/ACM Conference on AI Ethics and Society · 1,386
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Algorithmic Mechanism Design
2001 · Noam Nisan, Amir Ronen · Games and Economic Behavior · 1,331
Ensuring Fairness in Machine Learning to Advance Health Equity
2018 · Alvin Rajkomar, Michaela Hardt, et al. · Annals of Internal Medicine · 1,320
Data preprocessing techniques for classification without discrimination
2011 · Faisal Kamiran, Toon Calders · Knowledge and Information Systems · 1,301
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Why a Right to Explanation of Automated Decision-Making Does Not Exist in the General Data Protection Regulation
2017 · Sandra Wachter, Brent Mittelstadt, et al. · International Data Privacy Law · 1,284
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Ethical and legal challenges of artificial intelligence-driven healthcare
2020 · Sara Gerke, Timo Minssen, et al. · Elsevier eBooks · 1,159
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Algorithmic Decision Making and the Cost of Fairness
2017 · Sam Corbett-Davies, Emma Pierson, et al. · ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD) · 1,148
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Artificial intelligence versus clinicians: systematic review of design, reporting standards, and claims of deep learning studies
2020 · Myura Nagendran, Yang Chen, et al. · BMJ · 1,139
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Fairness definitions explained
2018 · Sahil Verma, Julia Rubin · 1,124
Works count: 23,280
Citation count: 264,500
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